Enterprise AI Agent Hub

From Frontier LLMsto Production Multi-Agent Systems

Eliminating the three major hurdles of enterprise AI: data leaks, hallucinations, and lack of integration with legacy systems. We build high-availability, private AI Agents and hybrid RAG engines.

Three Core AdvantagesEngineered for Production

Zero Data Leakage& Air-Gapped Security

On-premise deployment of models like DeepSeek, Qwen, and LLaMA within private clusters. 100% of data remains within your intranet boundary.

100% Private Isolation

Deep Integrationwith Legacy Systems

Moving far beyond superficial demos, we bridge agents directly with existing ERP, HRM, CRM systems, and databases via standardized APIs.

Sub-millisecond API Latency

Multi-AgentAutonomous Swarms

Built on LangGraph / Swarm architectures for autonomous division of labor: Planner ➔ Retriever ➔ Executor ➔ Validator for closed-loop tasks.

94% Autonomous Completion

Four Deployment Paradigmsfor Enterprise Scenarios

Covering hybrid RAG, private fine-tuning, autonomous swarms, and AI copilots.

Hybrid RAG Engine99.8% Q&A Accuracy · < 45ms Retrieval Latency

Private Hybrid RAGKnowledge Engine

Dense vector retrieval (Milvus/Pgvector) combined with BM25 sparse keyword matching and BGE-Reranker for accurate extraction across policies, contracts, and technical docs.

Intelligent chunking and parsing for multi-source PDF, Word, Excel, and Markdown docs

Dense vector + BM25 keyword hybrid search with cross-encoder re-ranking

Exact citation traceability to source paragraphs and page numbers to prevent hallucination

Role-based access control (RBAC) and real-time sensitive word filtering

Private LLM Tuning60% VRAM Cost Reduction · 45% Domain Understanding Boost

Domain LLMFine-Tuning & GPU Cluster

Tailoring open-source base models to enterprise terminology and business logic via LoRA/QLoRA, deployed to dedicated private GPU clusters.

High-quality domain corpus cleaning, automated Q&A synthesis, and data augmentation

Fine-tuning based on state-of-the-art foundations (DeepSeek-R1, Qwen2.5, LLaMA3)

High-throughput inference optimization via vLLM / TensorRT-LLM and continuous batching

Automated benchmark test suite generation for continuous model alignment

Swarm Orchestration80% Workflow Duration Cut · 94% Autonomous Resolution

Multi-AgentAutonomous Workflows

Deconstructing complex business workflows into collaborative specialist agents: Planning, Retrieval, Tool Execution, and QA agents for autonomous task resolution.

Autonomous task decomposition, reflection, and self-correcting retry loops

Automated tool calling via OpenAPI and enterprise internal toolchains

Shared state machines and persistent long-term memory across agents

Human-in-the-loop escalation safeguards at critical business checkpoints

Decision Copilot300% HR Screening Acceleration · Reports in 5s

Enterprise Business Copilot& Decision Hub

Building department-specific AI copilots: smart candidate matching for HR, code audit assistants for R&D, and natural-language instant analytics dashboards.

Text-to-SQL real-time query generation with dynamic interactive charting

Sub-second resume parsing with multi-dimensional candidate-job fit scoring

24/7 intelligent ticketing agent with auto-classification and routing

Deep integration with WeCom, Lark/Feishu, and DingTalk enterprise workspaces

System Architecture Topology

Enterprise AgentOSPipeline Architecture

Transparent request routing, knowledge retrieval, and security shield for production stability.

01 Ingress

Intent Classification & Safety Guard

Sensitive Filtering · Prompt Injection Defense · Route Dispatch

02 Retrieval

Hybrid RAG & Memory Activation

Milvus Vectors · BM25 Sparse · BGE Deep Reranking

03 Reasoning

LLM Inference & Tool Invocation

DeepSeek / Qwen · OpenAPI Calls · Code Execution Sandbox

04 Verification

Fact Validation & Output Formatting

Citation Check · Markdown Rendering · Structured Storage

Ready to Accelerate Your Enterprise with AI Agents?

Our architecture team provides comprehensive 1-on-1 technical advisory, from feasibility evaluation to full-stack implementation.

Book an AI Consultation